R0054/2026-03-31/C001 — Self-Audit¶
ROBIS 4-Domain Audit¶
Domain 1: Eligibility Criteria¶
Rating: Low risk
| Criterion | Assessment |
|---|---|
| Criteria defined before searching | Yes — defined "published AI research system prompt implementing analytical rigor" as inclusion criterion |
| Criteria applied consistently | Yes — applied same standard to Choe's prompt and competing frameworks |
Notes: Eligibility criteria were clear and consistently applied.
Domain 2: Search Comprehensiveness¶
Rating: Some concerns
| Criterion | Assessment |
|---|---|
| Multiple search strategies used | Yes — searched for Choe's prompt directly and for competing frameworks separately |
| Searches designed to test each hypothesis | Yes — S02 specifically targeted falsification of "first/most complete" |
| All results dispositioned | Yes — 20 results across 2 searches, all dispositioned |
| Source diversity achieved | Partial — limited to web-searchable sources; private/informal prompt sharing channels not accessible |
Notes: The main gap is that system prompts shared informally (Discord, private repos, GitHub gists) are not searchable. This is an inherent limitation.
Domain 3: Evaluation Consistency¶
Rating: Low risk
| Criterion | Assessment |
|---|---|
| All sources scored using same framework | Yes |
| Evidence typed consistently | Yes |
| ACH matrix applied | Yes |
| Diagnosticity analysis performed | Yes |
Notes: Consistent evaluation across both sources.
Domain 4: Synthesis Fairness¶
Rating: Low risk
| Criterion | Assessment |
|---|---|
| All hypotheses given fair hearing | Yes — H3 was given full consideration despite being ultimately eliminated |
| Contradictory evidence surfaced | Yes — AI-Researcher framework surfaced as competing evidence |
| Confidence calibrated to evidence | Yes — medium confidence reflects the inherent limitation |
| Gaps acknowledged | Yes — explicitly noted the unknowable comparison set |
Notes: The assessment appropriately hedges on the "first" claim while confirming the "complete" aspect.
Domain 5: Source-Back Verification¶
Rating: Low risk
| Source | Claim in Assessment | Source Actually Says | Match? |
|---|---|---|---|
| SRC01 | Prompt implements nine ICD 203 tradecraft standards | WebFetch confirmed: nine tradecraft standards including inline citations, uncertainty language, competing hypotheses, source credibility audits | Yes |
| SRC01 | Originally paywalled on Patreon | WebFetch confirmed: "sourced from a previously paywalled Patreon article now made freely available" | Yes |
| SRC02 | AI-Researcher launched March 2025 | Search results confirmed: "launched on March 4, 2025" and "NeurIPS 2025 Spotlight" | Yes |
Discrepancies found: 0
Corrections applied: None needed
Unresolved flags: None
Notes: All claims in the assessment accurately reflect the source material.
Overall Assessment¶
Overall risk of bias: Low risk
The research process was sound. The main limitation is structural — the comparison set for "first/most complete" is inherently unknowable, which is a gap in the evidence landscape rather than a bias in the research process.
Researcher Bias Check¶
- Confirmation bias risk: Medium. The researcher's declared bias toward IC frameworks and professional interest in the methodology could lead to overstating Choe's novelty. Mitigated by actively searching for competing frameworks and assigning "Likely" rather than "Almost certain."
- Anchoring bias risk: Low. The assessment was not anchored to the researcher's framing — the "partially correct" conclusion challenges the researcher's implied position.